EOS/modules/class_pv_forecast.py

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from flask import Flask, jsonify, request
import numpy as np
from datetime import datetime
from pprint import pprint
import json, sys, os
import requests, hashlib
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class ForecastData:
def __init__(self, date_time, dc_power, ac_power, windspeed_10m, temperature):
self.date_time = date_time
self.dc_power = dc_power
self.ac_power = ac_power
self.windspeed_10m = windspeed_10m
self.temperature = temperature
# Getter für die ForecastData-Attribute
def get_date_time(self):
return self.date_time
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def get_dc_power(self):
return self.dc_power
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def get_ac_power(self):
return self.ac_power
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def get_windspeed_10m(self):
return self.windspeed_10m
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def get_temperature(self):
return self.temperature
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class PVForecast:
def __init__(self, filepath=None, url=None, cache_dir='cache'):
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self.meta = {}
self.forecast_data = []
self.cache_dir = cache_dir
if not os.path.exists(self.cache_dir):
os.makedirs(self.cache_dir)
if filepath:
self.load_data_from_file(filepath)
elif url:
self.load_data_with_caching(url)
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def process_data(self, data):
self.meta = data.get('meta', {})
values = data.get('values', [])[0]
for value in values:
forecast = ForecastData(
date_time=value.get('datetime'),
dc_power=value.get('dcPower'),
ac_power=value.get('power'),
windspeed_10m=value.get('windspeed_10m'),
temperature=value.get('temperature')
)
self.forecast_data.append(forecast)
def load_data_from_file(self, filepath):
with open(filepath, 'r') as file:
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data = json.load(file)
self.process_data(data)
def load_data_from_url(self, url):
response = requests.get(url)
if response.status_code == 200:
data = response.json()
pprint(data)
self.process_data(data)
else:
print(f"Failed to load data from {url}. Status Code: {response.status_code}")
self.load_data_from_url(url)
def load_data_with_caching(self, url):
cache_file = os.path.join(self.cache_dir, self.generate_cache_filename(url))
if os.path.exists(cache_file):
with open(cache_file, 'r') as file:
data = json.load(file)
print("Loading data from cache.")
else:
response = requests.get(url)
if response.status_code == 200:
data = response.json()
with open(cache_file, 'w') as file:
json.dump(data, file)
print("Data fetched from URL and cached.")
else:
print(f"Failed to load data from {url}. Status Code: {response.status_code}")
return
self.process_data(data)
def generate_cache_filename(self, url):
# Erzeugt einen SHA-256 Hash der URL als Dateinamen
hash_object = hashlib.sha256(url.encode())
hex_dig = hash_object.hexdigest()
return f"cache_{hex_dig}.json"
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def get_forecast_data(self):
return self.forecast_data
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def get_forecast_for_date(self, input_date_str):
input_date = datetime.strptime(input_date_str, "%Y-%m-%d")
daily_forecast_obj = [data for data in self.forecast_data if datetime.strptime(data.get_date_time(), "%Y-%m-%dT%H:%M:%S.%f%z").date() == input_date.date()]
daily_forecast = []
for d in daily_forecast_obj:
daily_forecast.append(d.get_ac_power())
return np.array(daily_forecast)
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def get_temperature_forecast_for_date(self, input_date_str):
input_date = datetime.strptime(input_date_str, "%Y-%m-%d")
daily_forecast_obj = [data for data in self.forecast_data if datetime.strptime(data.get_date_time(), "%Y-%m-%dT%H:%M:%S.%f%z").date() == input_date.date()]
daily_forecast = []
for d in daily_forecast_obj:
daily_forecast.append(d.get_temperature())
return np.array(daily_forecast)
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# Beispiel für die Verwendung der Klasse
if __name__ == '__main__':
forecast = PVForecast(r'..\test_data\pvprognose.json')
for data in forecast.get_forecast_data():
print(data.get_date_time(), data.get_dc_power(), data.get_ac_power(), data.get_windspeed_10m(), data.get_temperature())